Detecting and Resolving Semantic Misalignments Between Digital Messages and External Digital Content

2. The computer-implemented method of claim 1, wherein the external digital content comprises a landing page and the digital message comprises an email.

3. The computer-implemented method of claim 2, wherein providing for display to the publisher device the notification of the semantic misalignment comprises providing for display a user interface that comprises a plurality of emails corresponding to a publisher and an indication of semantic misalignments for the plurality of emails, wherein the plurality of emails comprises the email and the indication of semantic misalignments comprise an indication of the semantic misalignment.

4. The computer-implemented method of claim 2, wherein providing for display to the publisher device the notification of the semantic misalignment comprises providing for display a user interface that comprises the email, the landing page, and an indication of a relevance score corresponding to the semantic misalignment.

5. The computer-implemented method of claim 2, wherein providing for display to the publisher device the notification of the semantic misalignment further comprises providing for display a user interface that comprises the email, the landing page, the semantic misalignment, and overlapping keywords between the email and the landing page.

8. The non-transitory computer readable storage medium as recited in claim 6, further comprising instructions that, when executed by the at least one processor cause the computer system to cause the computer system to extract the global message feature vector by extracting text features from the digital message.

9. The non-transitory computer readable storage medium as recited in claim 8, further comprising instructions that, when executed by the at least one processor, cause the computer system to determine a relevance score by comparing the digital link feature vector and the global message feature vector with the semantic external digital content feature vector.

10. The non-transitory computer readable storage medium as recited in claim 9, further comprising instructions that, when executed by the at least one processor, cause the computer system to determine the semantic misalignment between the digital link and the external digital content by determining that the relevance score satisfies a relevance score threshold.

11. The non-transitory computer readable storage medium as recited in claim 10, further comprising instructions that, when executed by the at least one processor, cause the computer system to extract the global message feature vector by extracting image features from a digital image of the digital message.

12. The non-transitory computer readable storage medium as recited in claim 11, further comprising instructions that, when executed by the at least one processor, cause the computer system to provide for display to the publisher device the notification of the semantic misalignment by providing for display a user interface that comprises a plurality of digital messages corresponding to a publisher and an indication of semantic misalignments for the plurality of digital messages, wherein the plurality of digital messages comprises the digital message and the indication of semantic misalignments comprise an indication of the determined semantic misalignment.

13. The non-transitory computer readable storage medium as recited in claim 12, further comprising instructions that, when executed by the at least one processor, cause the computer system to provide for display to the publisher device the notification of the semantic misalignment by providing a user interface that comprises the digital message, the external digital content, and an indication of the relevance score corresponding to the determined semantic misalignment.

14. The non-transitory computer readable storage medium as recited in claim 6, further comprising instructions that, when executed by the at least one processor, cause the computer system to provide the notification of the determined semantic misalignment comprises by providing, for display at the publisher device, a user interface that comprises the digital message, the external digital content, and overlapping keywords between the digital message and the external digital content.

17. The system as recited in claim 16, further comprising instructions that, when executed by the at least one processor, cause the system to retrieve the external digital content and extract the first set of semantic external digital content feature vectors during the first time period, wherein the first time period is after the digital message has been sent to at least one recipient.

18. The system as recited in claim 17, further comprising instructions that, when executed by the at least one processor, cause the system to provide, for display to the publisher device, a user interface that comprises a plurality of digital messages corresponding to a publisher and an indication of semantic misalignments for the plurality of digital messages, wherein the plurality of digital messages comprises the digital message and the indication of semantic misalignments comprise an indication of the determined semantic misalignment.

19. The system as recited in claim 18, further comprising instructions that, when executed by the at least one processor, cause the system to provide, for display a user interface, that comprises the digital message, the external digital content, and an indication of a relevance score corresponding to the determined semantic misalignment.

20. The system as recited in claim 16, further comprising instructions that, when executed by the at least one processor, cause the system to present a user interface that comprises the digital message, the external digital content, the semantic misalignment, and overlapping keywords between the digital message and the external digital content.